Modeling of Responses and Response Times with the Package CIRT

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Fox, Jean-Paul and Klein Entink, Rinke and Linden, Wim van der (2007) Modeling of Responses and Response Times with the Package CIRT. Journal of Statistical Software, 20 (7). pp. 1-14. ISSN 1548-7660

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Abstract:In computerized testing, the test takers' responses as well as their response times on the items are recorded. The relationship between response times and response accuracies is complex and varies over levels of observation. For example, it takes the form of a tradeoff between speed and accuracy at the level of a fixed person but may become a positive correlation for a population of test takers. In order to explore such relationships and test hypotheses about them, a conjoint model is proposed. Item responses are modeled by a two-parameter normal-ogive IRT model and response times by a lognormal model. The two models are combined using a hierarchical framework based on the fact that response times and responses are nested within individuals. All parameters can be estimated simultaneously using an MCMC estimation approach. A R-package for the MCMC algorithm is presented and explained.
Item Type:Article
Additional information:Supplements at: http://www.jstatsoft.org/v20/i07
Copyright:© 2007 American Statistical Association
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Behavioural Sciences (BS)
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Link to this item:http://purl.utwente.nl/publications/59665
Publisher URL:http://www.jstatsoft.org/v20/i07
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